{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6a2c29e9",
   "metadata": {},
   "source": [
    "# 数分基本流程"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52c58a2f",
   "metadata": {},
   "source": [
    "数据分析基本流程： 明确业务和需求-数据收集-数据预处理-数据分析-编写报告"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddd7be1b",
   "metadata": {},
   "source": [
    "# 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "621d655b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入相关库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "\n",
    "sns.set(style='darkgrid',font_scale=1.2)\n",
    "plt.rcParams['font.family']=\"SimHei\"\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6b5d08b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>AQI</th>\n",
       "      <th>Precipitation</th>\n",
       "      <th>GDP</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Altitude</th>\n",
       "      <th>PopulationDensity</th>\n",
       "      <th>Coastal</th>\n",
       "      <th>GreenCoverageRate</th>\n",
       "      <th>Incineration(10,000ton)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ngawa Prefecture</td>\n",
       "      <td>23</td>\n",
       "      <td>665.1</td>\n",
       "      <td>271.13</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>102.224650</td>\n",
       "      <td>31.899410</td>\n",
       "      <td>2617.0</td>\n",
       "      <td>11</td>\n",
       "      <td>否</td>\n",
       "      <td>36.00</td>\n",
       "      <td>23.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aksu City</td>\n",
       "      <td>137</td>\n",
       "      <td>80.4</td>\n",
       "      <td>610.00</td>\n",
       "      <td>12.276712</td>\n",
       "      <td>80.263380</td>\n",
       "      <td>41.167540</td>\n",
       "      <td>1108.0</td>\n",
       "      <td>6547</td>\n",
       "      <td>否</td>\n",
       "      <td>33.94</td>\n",
       "      <td>23.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alxa League</td>\n",
       "      <td>85</td>\n",
       "      <td>150.0</td>\n",
       "      <td>322.58</td>\n",
       "      <td>24.200000</td>\n",
       "      <td>105.728950</td>\n",
       "      <td>38.851920</td>\n",
       "      <td>1673.0</td>\n",
       "      <td>1</td>\n",
       "      <td>否</td>\n",
       "      <td>36.00</td>\n",
       "      <td>23.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ngari</td>\n",
       "      <td>28</td>\n",
       "      <td>74.2</td>\n",
       "      <td>37.40</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>80.105800</td>\n",
       "      <td>32.501110</td>\n",
       "      <td>4280.0</td>\n",
       "      <td>1</td>\n",
       "      <td>否</td>\n",
       "      <td>36.00</td>\n",
       "      <td>23.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Anqin City</td>\n",
       "      <td>79</td>\n",
       "      <td>2127.8</td>\n",
       "      <td>1613.20</td>\n",
       "      <td>17.291781</td>\n",
       "      <td>117.034431</td>\n",
       "      <td>30.512646</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2271</td>\n",
       "      <td>否</td>\n",
       "      <td>45.80</td>\n",
       "      <td>27.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               City  AQI  Precipitation      GDP  Temperature   Longitude  \\\n",
       "0  Ngawa Prefecture   23          665.1   271.13     8.200000  102.224650   \n",
       "1         Aksu City  137           80.4   610.00    12.276712   80.263380   \n",
       "2       Alxa League   85          150.0   322.58    24.200000  105.728950   \n",
       "3             Ngari   28           74.2    37.40     1.000000   80.105800   \n",
       "4        Anqin City   79         2127.8  1613.20    17.291781  117.034431   \n",
       "\n",
       "    Latitude  Altitude  PopulationDensity Coastal  GreenCoverageRate  \\\n",
       "0  31.899410    2617.0                 11       否              36.00   \n",
       "1  41.167540    1108.0               6547       否              33.94   \n",
       "2  38.851920    1673.0                  1       否              36.00   \n",
       "3  32.501110    4280.0                  1       否              36.00   \n",
       "4  30.512646      13.0               2271       否              45.80   \n",
       "\n",
       "   Incineration(10,000ton)  \n",
       "0                    23.00  \n",
       "1                    23.00  \n",
       "2                    23.00  \n",
       "3                    23.00  \n",
       "4                    27.48  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据\n",
    "data=pd.read_csv('data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3154fbbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(325, 12)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据量\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a9010f9",
   "metadata": {},
   "source": [
    "# 数据清洗"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfae7333",
   "metadata": {},
   "source": [
    "## 缺失值探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ebc3bf0a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 325 entries, 0 to 324\n",
      "Data columns (total 12 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   City                     325 non-null    object \n",
      " 1   AQI                      325 non-null    int64  \n",
      " 2   Precipitation            321 non-null    float64\n",
      " 3   GDP                      325 non-null    float64\n",
      " 4   Temperature              325 non-null    float64\n",
      " 5   Longitude                325 non-null    float64\n",
      " 6   Latitude                 325 non-null    float64\n",
      " 7   Altitude                 325 non-null    float64\n",
      " 8   PopulationDensity        325 non-null    int64  \n",
      " 9   Coastal                  325 non-null    object \n",
      " 10  GreenCoverageRate        325 non-null    float64\n",
      " 11  Incineration(10,000ton)  325 non-null    float64\n",
      "dtypes: float64(8), int64(2), object(2)\n",
      "memory usage: 30.6+ KB\n"
     ]
    }
   ],
   "source": [
    "# 查看缺失值\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fa6b869a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>缺失值数量</th>\n",
       "      <th>缺失值比例</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>City</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AQI</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Precipitation</th>\n",
       "      <td>4</td>\n",
       "      <td>0.012308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temperature</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Longitude</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Latitude</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Altitude</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PopulationDensity</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coastal</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GreenCoverageRate</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Incineration(10,000ton)</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         缺失值数量     缺失值比例\n",
       "City                         0  0.000000\n",
       "AQI                          0  0.000000\n",
       "Precipitation                4  0.012308\n",
       "GDP                          0  0.000000\n",
       "Temperature                  0  0.000000\n",
       "Longitude                    0  0.000000\n",
       "Latitude                     0  0.000000\n",
       "Altitude                     0  0.000000\n",
       "PopulationDensity            0  0.000000\n",
       "Coastal                      0  0.000000\n",
       "GreenCoverageRate            0  0.000000\n",
       "Incineration(10,000ton)      0  0.000000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 如果仅关注数量，不关注数据类型，可用isnull函数\n",
    "t=data.isnull().sum()\n",
    "t=pd.concat([t,t/len(data)],axis=1)\n",
    "t.columns=['缺失值数量','缺失值比例']\n",
    "display(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c9aaa805",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.27360760671177387\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Precipitation', ylabel='Density'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 返回数据的偏度\n",
    "print(data['Precipitation'].skew())\n",
    "# 绘制分布直方图\n",
    "sns.distplot(data['Precipitation'].dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "81699dba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City                       0\n",
       "AQI                        0\n",
       "Precipitation              0\n",
       "GDP                        0\n",
       "Temperature                0\n",
       "Longitude                  0\n",
       "Latitude                   0\n",
       "Altitude                   0\n",
       "PopulationDensity          0\n",
       "Coastal                    0\n",
       "GreenCoverageRate          0\n",
       "Incineration(10,000ton)    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 用中位数填充,数据分布成右偏分布，存在个别的极大值，用均值填充不够准确，众数填充拉偏数值，所以在这用中位数填充\n",
    "data.fillna({'Precipitation':data['Precipitation'].median()},inplace=True)\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1e36b97",
   "metadata": {},
   "source": [
    "## 异常值探索\n",
    "\n",
    "检测方法：describe()方法，3σ方式，使用箱线图辅助，相关异常检测法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28e0cc67",
   "metadata": {},
   "source": [
    "##### 检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9c36be14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AQI</th>\n",
       "      <th>Precipitation</th>\n",
       "      <th>GDP</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Altitude</th>\n",
       "      <th>PopulationDensity</th>\n",
       "      <th>GreenCoverageRate</th>\n",
       "      <th>Incineration(10,000ton)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.0000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>325.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>75.809231</td>\n",
       "      <td>1079.3520</td>\n",
       "      <td>2390.901815</td>\n",
       "      <td>15.980149</td>\n",
       "      <td>113.990609</td>\n",
       "      <td>31.870665</td>\n",
       "      <td>380.141846</td>\n",
       "      <td>2610.883077</td>\n",
       "      <td>38.347969</td>\n",
       "      <td>52.315108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>43.610516</td>\n",
       "      <td>583.5252</td>\n",
       "      <td>3254.876921</td>\n",
       "      <td>5.016133</td>\n",
       "      <td>7.688515</td>\n",
       "      <td>6.093703</td>\n",
       "      <td>741.409703</td>\n",
       "      <td>2910.679547</td>\n",
       "      <td>6.319706</td>\n",
       "      <td>91.707838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>56.1000</td>\n",
       "      <td>22.500000</td>\n",
       "      <td>-2.500000</td>\n",
       "      <td>80.105800</td>\n",
       "      <td>18.234043</td>\n",
       "      <td>-12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.600000</td>\n",
       "      <td>1.530000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>45.000000</td>\n",
       "      <td>581.0000</td>\n",
       "      <td>762.970000</td>\n",
       "      <td>13.727397</td>\n",
       "      <td>111.130000</td>\n",
       "      <td>27.695387</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>721.000000</td>\n",
       "      <td>35.530000</td>\n",
       "      <td>18.890000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>69.000000</td>\n",
       "      <td>920.0000</td>\n",
       "      <td>1328.520000</td>\n",
       "      <td>16.494521</td>\n",
       "      <td>115.500183</td>\n",
       "      <td>31.385597</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>1790.000000</td>\n",
       "      <td>38.690000</td>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>102.000000</td>\n",
       "      <td>1651.0000</td>\n",
       "      <td>2735.340000</td>\n",
       "      <td>18.921918</td>\n",
       "      <td>119.823308</td>\n",
       "      <td>36.449432</td>\n",
       "      <td>354.000000</td>\n",
       "      <td>3517.000000</td>\n",
       "      <td>42.620000</td>\n",
       "      <td>37.630000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>296.000000</td>\n",
       "      <td>2478.1000</td>\n",
       "      <td>24964.990000</td>\n",
       "      <td>27.447945</td>\n",
       "      <td>129.598496</td>\n",
       "      <td>49.220000</td>\n",
       "      <td>4505.000000</td>\n",
       "      <td>25900.000000</td>\n",
       "      <td>76.490000</td>\n",
       "      <td>686.670000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              AQI  Precipitation           GDP  Temperature   Longitude  \\\n",
       "count  325.000000       325.0000    325.000000   325.000000  325.000000   \n",
       "mean    75.809231      1079.3520   2390.901815    15.980149  113.990609   \n",
       "std     43.610516       583.5252   3254.876921     5.016133    7.688515   \n",
       "min     12.000000        56.1000     22.500000    -2.500000   80.105800   \n",
       "25%     45.000000       581.0000    762.970000    13.727397  111.130000   \n",
       "50%     69.000000       920.0000   1328.520000    16.494521  115.500183   \n",
       "75%    102.000000      1651.0000   2735.340000    18.921918  119.823308   \n",
       "max    296.000000      2478.1000  24964.990000    27.447945  129.598496   \n",
       "\n",
       "         Latitude     Altitude  PopulationDensity  GreenCoverageRate  \\\n",
       "count  325.000000   325.000000         325.000000         325.000000   \n",
       "mean    31.870665   380.141846        2610.883077          38.347969   \n",
       "std      6.093703   741.409703        2910.679547           6.319706   \n",
       "min     18.234043   -12.000000           1.000000           7.600000   \n",
       "25%     27.695387    18.000000         721.000000          35.530000   \n",
       "50%     31.385597    62.000000        1790.000000          38.690000   \n",
       "75%     36.449432   354.000000        3517.000000          42.620000   \n",
       "max     49.220000  4505.000000       25900.000000          76.490000   \n",
       "\n",
       "       Incineration(10,000ton)  \n",
       "count               325.000000  \n",
       "mean                 52.315108  \n",
       "std                  91.707838  \n",
       "min                   1.530000  \n",
       "25%                  18.890000  \n",
       "50%                  24.000000  \n",
       "75%                  37.630000  \n",
       "max                 686.670000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f1eb1e3",
   "metadata": {},
   "source": [
    "3σ方式：根据正态分布特征，我们将3σ之外的数据视为异常值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "aa7e606a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7614282419643033\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 以GDP为例，先绘制GDP的分布\n",
    "sns.distplot(data['GDP'])\n",
    "print(data['GDP'].skew())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91ab451b",
   "metadata": {},
   "source": [
    "由偏度和分布直方图可得，数据呈现严重的右偏分布，即存在个别的极大值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ab551a80",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均值: 2390.9018153846155\n",
      "标准差: 3254.876921271433\n",
      "下限: -7373.728948429683\n",
      "上限: 12155.532579198914\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "16     22968.60\n",
       "63     18100.41\n",
       "202    24964.99\n",
       "207    17502.99\n",
       "215    14504.07\n",
       "230    16538.19\n",
       "256    17900.00\n",
       "314    15719.72\n",
       "Name: GDP, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取三倍标准差之外的数据\n",
    "mean,std=data['GDP'].mean(),data['GDP'].std()\n",
    "lower,upper=mean-3*std,mean+3*std\n",
    "print(\"均值:\",mean)\n",
    "print(\"标准差:\",std)\n",
    "print(\"下限:\",lower)\n",
    "print(\"上限:\",upper)\n",
    "# 获取三倍std之外的数据\n",
    "data['GDP'][(data['GDP']<lower)|(data['GDP']>upper)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ebc08e0",
   "metadata": {},
   "source": [
    "箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "02789044",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=data['GDP'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23258182",
   "metadata": {},
   "source": [
    "##### 处理\n",
    "\n",
    "处理异常值的方法：删除、视为缺失值、对数转换、使用临界值填充、使用分箱离散化处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ea4003ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='GDP', ylabel='Density'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对数转换 如果数据中存在较大的异常值，可通过对数转换能得到一定的缓解\n",
    "# 对数操作只针对正数，且只适合右偏分布\n",
    "fig,ax=plt.subplots(1,2)\n",
    "fig.set_size_inches(15,5)\n",
    "sns.distplot(data['GDP'],ax=ax[0])\n",
    "sns.distplot(np.log(data['GDP']),ax=ax[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d1bd156",
   "metadata": {},
   "source": [
    "## 重复值探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0a535caf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检测\n",
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "60947b54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>AQI</th>\n",
       "      <th>Precipitation</th>\n",
       "      <th>GDP</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Altitude</th>\n",
       "      <th>PopulationDensity</th>\n",
       "      <th>Coastal</th>\n",
       "      <th>GreenCoverageRate</th>\n",
       "      <th>Incineration(10,000ton)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Baoding City</td>\n",
       "      <td>220</td>\n",
       "      <td>566.9</td>\n",
       "      <td>2757.80</td>\n",
       "      <td>13.258904</td>\n",
       "      <td>115.500183</td>\n",
       "      <td>38.857071</td>\n",
       "      <td>17.2</td>\n",
       "      <td>4565</td>\n",
       "      <td>否</td>\n",
       "      <td>30.96</td>\n",
       "      <td>49.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Baoding City</td>\n",
       "      <td>220</td>\n",
       "      <td>566.9</td>\n",
       "      <td>2757.80</td>\n",
       "      <td>13.258904</td>\n",
       "      <td>115.500183</td>\n",
       "      <td>38.857071</td>\n",
       "      <td>17.2</td>\n",
       "      <td>4565</td>\n",
       "      <td>否</td>\n",
       "      <td>30.96</td>\n",
       "      <td>49.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Luohe City</td>\n",
       "      <td>85</td>\n",
       "      <td>831.0</td>\n",
       "      <td>992.85</td>\n",
       "      <td>15.704110</td>\n",
       "      <td>114.041092</td>\n",
       "      <td>33.572510</td>\n",
       "      <td>62.0</td>\n",
       "      <td>5283</td>\n",
       "      <td>否</td>\n",
       "      <td>34.39</td>\n",
       "      <td>22.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Luohe City</td>\n",
       "      <td>85</td>\n",
       "      <td>831.0</td>\n",
       "      <td>992.85</td>\n",
       "      <td>15.704110</td>\n",
       "      <td>114.041092</td>\n",
       "      <td>33.572510</td>\n",
       "      <td>62.0</td>\n",
       "      <td>5283</td>\n",
       "      <td>否</td>\n",
       "      <td>34.39</td>\n",
       "      <td>22.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             City  AQI  Precipitation      GDP  Temperature   Longitude  \\\n",
       "13   Baoding City  220          566.9  2757.80    13.258904  115.500183   \n",
       "109  Baoding City  220          566.9  2757.80    13.258904  115.500183   \n",
       "149    Luohe City   85          831.0   992.85    15.704110  114.041092   \n",
       "218    Luohe City   85          831.0   992.85    15.704110  114.041092   \n",
       "\n",
       "      Latitude  Altitude  PopulationDensity Coastal  GreenCoverageRate  \\\n",
       "13   38.857071      17.2               4565       否              30.96   \n",
       "109  38.857071      17.2               4565       否              30.96   \n",
       "149  33.572510      62.0               5283       否              34.39   \n",
       "218  33.572510      62.0               5283       否              34.39   \n",
       "\n",
       "     Incineration(10,000ton)  \n",
       "13                     49.27  \n",
       "109                    49.27  \n",
       "149                    22.00  \n",
       "218                    22.00  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看哪些重复值\n",
    "data[data.duplicated(keep=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "16373271",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 重复值处理\n",
    "data.drop_duplicates(inplace=True)\n",
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2fde965",
   "metadata": {},
   "source": [
    "# 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfa21839",
   "metadata": {},
   "source": [
    "## 最好/差的5个城市"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9e33068a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>AQI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Shaoguan City</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Nanping City</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Meizhou City</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Keelung City</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Sanming City</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              City  AQI\n",
       "204  Shaoguan City   12\n",
       "163   Nanping City   12\n",
       "154   Meizhou City   12\n",
       "91    Keelung City   13\n",
       "195   Sanming City   13"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 最好的5个城市,注：AQI数越小空气质量越好\n",
    "t=data[['City','AQI']].sort_values('AQI')\n",
    "t=t.iloc[:5]\n",
    "display(t)\n",
    "plt.xticks(rotation=30)\n",
    "sns.barplot(x='City',y='AQI',data=t)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9690b1b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取最差的5个城市\n",
    "d=data[['City','AQI']].sort_values('AQI',ascending=False)\n",
    "d=d.iloc[:5]\n",
    "sns.barplot(x='City',y='AQI',data=d)\n",
    "plt.xticks(rotation=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a223e810",
   "metadata": {},
   "source": [
    "## 全国城市的空气质量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7b9d65e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "二级    136\n",
       "一级    103\n",
       "三级     66\n",
       "四级     14\n",
       "五级      4\n",
       "Name: AQI, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def aqi_level(n):\n",
    "    if n>0 and n<=50:\n",
    "        return '一级'\n",
    "    elif n>50 and n<=100:\n",
    "        return '二级'\n",
    "    elif n>100 and n<150:\n",
    "        return '三级'\n",
    "    elif n>150 and n<=200:\n",
    "        return '四级'\n",
    "    elif n>200 and n<=300:\n",
    "        return '五级'\n",
    "    else:\n",
    "        return '六级'\n",
    "level=data['AQI'].apply(aqi_level)\n",
    "display(level.value_counts())\n",
    "sns.countplot(level,order=['一级','二级','三级','四级','五级','六级'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ec273f8",
   "metadata": {},
   "source": [
    "## 空气质量指数分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "71f50748",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Longitude', ylabel='Latitude'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='Longitude',y='Latitude',hue='AQI',palette=plt.cm.RdYlBu_r,data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55b4c28a",
   "metadata": {},
   "source": [
    "从地理位置上看，西部地区要好于东部地区，南部地区要好于北部地区。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05afefd6",
   "metadata": {},
   "source": [
    "## 临海城市空气质量是否优于内陆城市"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4223772c",
   "metadata": {},
   "source": [
    "### 数量统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "da0938f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='count'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Coastal'].value_counts()\n",
    "sns.countplot(x='Coastal',data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c00c0c2",
   "metadata": {},
   "source": [
    "### 分布统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7385455c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察内陆城市和临海城市的散点分布\n",
    "sns.stripplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cc2b2b0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c22ecbb9",
   "metadata": {},
   "source": [
    "### 分组计算空气质量的均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0d466133",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Coastal\n",
       "否    79.045267\n",
       "是    64.062500\n",
       "Name: AQI, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('Coastal')['AQI'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6f6fa6b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e9b3cb8",
   "metadata": {},
   "source": [
    "柱状图中，仅展示了内陆城市和临海城市空气质量指数均值的对比，接下来我们用箱线图来展示一下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0e315b34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEMCAYAAADal/HVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAf+UlEQVR4nO3dfVRUdcIH8O8wvMw8IcyIRqeRQ+GSmIhImsCQYOUJ2Vg1zYqebA04iS3kwZaX9DGyl4V1j6SmkJW2mO1B29Kg2NZ8nUHOqnmOI7Ymi6OCKJrIMCAjw8w8f2CzTcJV1Jk7wvdzjud0Z+7M/Q4xfOd379zfldhsNhuIiIj64CF2ACIicm8sCiIiEsSiICIiQSwKIiISxKIgIiJBLAoiIhLEoiAiIkGeYgdwlkuXOmC18hQRIqLr8fCQQKm8q8/7B2xRWK02FgUR0W3gkl1PJ06cQHZ2Nl544QWsWrUKXV1dsFqtKCwsRHR0NJKTk1FbW2tfv6GhASkpKYiOjkZ2djZMJpMrYhIRUS+cXhQdHR1IT0/H448/jmXLluHgwYP48MMPUVZWBq1Wi6qqKixfvhzZ2dkwm80AgMzMTEycOBE1NTVQqVRYs2aNs2MSEVEfnF4Uzc3NePnll5GUlIT7778fU6dORX19PSoqKpCWlgalUomwsDCMHDkSBw8eRF1dHfR6PRYsWACJRILU1FRUVlY6Oyb1orX1EgoLl8FgaBU7ChGJyOlFERISgjlz5gAA6uvrsXnzZjz55JM4e/YswsPD7esFBQVBr9ejqakJoaGh8PHxAQAoFAp0dHSgs7PT2VHpVyoqvkRd3Y/46qsvxI5CRCJy2cHsPXv2ICcnB/fffz+io6NhtVoxZMgQ+/1yuRxGoxE2mw1+fn4Oj5XJZDAajZDL5Te8vYAA39uWfTBqaWlBdfVe2Gw2VFfvxbx5c6FUKsWORUQicFlRxMfHQ6PRIDc3F4WFhVAoFDAajQgMDAQAmEwm+Pr6QqFQoK2tzeGxJpMJUqm0X9u7eLGd33q6BRs3boTFYgUAWCxWbNhQhhdeeEnkVETkDB4eEsEP107f9XTy5En7N5q8vb3x29/+Fj/++COioqKwf/9++3qHDx+GSqVCWFgYGhsbYTAY7I83m81QKBTOjkq/UFNTDYulGwBgsXSjpqZa5EREJBanF8VPP/2ErKwsNDY2wmKxoLKyEg899BCefvpprF27Fnv27MH69euh1+sRFxcHmUyGxMRE5Ofn49ChQ3jzzTeRlJTU7xEF3ZqYGDWk0p4Bp1TqiZgYtciJiEgsEldc4W7Tpk348MMP0d3djSlTpmDJkiXw8fHB9u3b8fHHH8Pb2xuLFi3CuHHjAPTsalq5ciWqq6sRGRmJnJwc+Pr275gDdz3dmtbWS8jNXQiz2QwvL2/8+c/vwd9fIXYsInKC6+16cklRiIFFces2blyP3bt3ICHhMR6fIBrArlcUA3YKD7p1yckzceZMI373u6fEjkJEIuKIgohokBP9W09ERHRnY1EQEZEgFgUREQliURARkSAWBRERCWJREBGRIBYFEREJYlEQEZEgFgUREQliURARkSAWBRERCWJREBGRIBYFEREJYlEQEZEgFgUREQliURARkSAWBRERCWJREBGRIBYFEREJYlEQEZEgFgUREQliURARkSAWBRERCXJJUWzZsgVqtRpjxoxBamoqWlpa0NHRgfDwcKjVavu/uro6AEBDQwNSUlIQHR2N7OxsmEwmV8QkIqJeOL0odDodSkpKUFJSgn379sFsNmPt2rU4evQoHn74YVRXV9v/hYaGAgAyMzMxceJE1NTUQKVSYc2aNc6OSUREfXB6UXh5eeG9995DREQE/P39kZCQgMbGRuh0OowdO/aa9evq6qDX67FgwQJIJBKkpqaisrLS2TGJiKgPns7ewOjRox2Wd+3ahfj4eOh0OtTW1qK8vBxyuRzp6elISUlBU1MTQkND4ePjAwBQKBTo6OhAZ2cn5HL5DW83IMD3tr4OIqLByulF8UtVVVXQ6/UoLS3FxYsX8dxzzyEmJgbHjh3D888/j0mTJsFms8HPz8/hcTKZDEajsV9FcfFiO6xW2+1+CUREA46Hh0Tww7XLiqKhoQEFBQUoLi7GXXfdhdzcXPt9YWFhUKvV0Gg0iIyMRFtbm8NjTSYTpFKpq6ISEdEvuORbT21tbcjIyEBaWhpiY2PR2dmJzZs3O6zT3NwMqVSKsLAwNDY2wmAwAABOnjwJs9kMhULhiqhERPQrTi8Ks9mM+fPnIzw8HOnp6QB6diWVlpbi22+/xZUrV7B161YcP34cU6ZMgUwmQ2JiIvLz83Ho0CG8+eabSEpK4oiCiEgkEpvN5tQd+Tt37kRGRgaUSqX9j/2IESPw+uuvY8mSJWhsbMQDDzyA7OxsTJo0CUDPrqaVK1eiuroakZGRyMnJga9v/w5O8xgFEdGNud4xCqcXhVhYFEREN+Z6RcEpPIiISBCLgoiIBLEoiIhIEIuCiIgEsSiIiEgQi4KIiASxKIiISBCLgvrU2noJhYXLYDC0ih2FiETEoqA+VVR8ibq6H/HVV1+IHYWIRMSioF61tl6CVrsHNpsNWu1ejiqIBjEWBfWqouJLWK1WAIDVauGogmgQY1FQr2pqqmGxWAAAFosFNTXVIiciIrGwKKhXUVETHJYfemiiSEmISGwsCrohA3SSYSK6ASwK6tWhQwcFl4lo8GBRUK9iYtTw8Oi50JSHhxQxMWqRExGRWFgU1Kvk5JmQSnt+PaRSKX73u6dETkREYmFRUK8UCiXi4uIhkUgQFzcZ/v4KsSMRkUg8xQ5A7is5eSbOnGnkaIJokOM1s4mIBjleM5uIiG4Ji4KIiASxKIiISBCLgojuSLxeiuu4pCi2bNkCtVqNMWPGIDU1FS0tLbBarSgsLER0dDSSk5NRW1trX7+hoQEpKSmIjo5GdnY2TCaTK2IS0R2E10txHacXhU6nQ0lJCUpKSrBv3z6YzWasXbsWZWVl0Gq1qKqqwvLly5GdnQ2z2QwAyMzMxMSJE1FTUwOVSoU1a9Y4Oyb1gp/YyF21tl6CRvPz9VL28HfUyZxeFF5eXnjvvfcQEREBf39/JCQkoLGxERUVFUhLS4NSqURYWBhGjhyJgwcPoq6uDnq9HgsWLIBEIkFqaioqKyudHZN6wU9s5K4qKr6ExdINAOju7ubvqJM5vShGjx6NiIgI+/KuXbswYcIEnD17FuHh4fbbg4KCoNfr0dTUhNDQUPj4+AAAFAoFOjo60NnZ6eyo9Au8wh25s337tPYZjW02G/bt04qcaGBz6ZnZVVVV0Ov1KC0txUcffYQhQ4bY75PL5TAajbDZbPDz83N4nEwmg9FohFwuv+FtCZ08Qte3ZcvGX7wRrdi+vRIZGRkipyLqcffdw9HQ0GBfDgy8G8OHDxF4BN0KlxVFQ0MDCgoKUFxcjLvuugsKhQJGoxGBgYEAAJPJBF9fXygUCrS1tTk81mQyQSqV9mt7PDP71uzatRvd3f8d2u/cuQuzZ/+vyKmIepw/f8Fhubn5PC5cMIqU5s7nFmdmt7W1ISMjA2lpaYiNjQUAREVFYf/+/fZ1Dh8+DJVKhbCwMDQ2NsJgMAAATp48CbPZDIVC4YqodBWvcEfuLDY2DoDk6pLk6jI5i9NHFGazGfPnz0d4eDjS09Pttz/99NPIzMyESqVCfX099Ho94uLiIJPJkJiYiPz8fKSlpWH16tVISkrq94iCbq8BOiUY3aGSk2dCo+kZ9Xp6enLiSidzelFoNBp8//33OHHiBNTqnovfjBgxAuXl5XjjjTdQUlICb29vrFu3zn5sIi8vDytXrkRBQQEiIyORk5Pj7Jj0K7zCHbkzhUKJRx5JwO7dO/DII/GcBt/JOHss9WrjxvXYs2cXrFYLPDykiI+fghdeeEnsWER2ra2XUFq6GhkZWSyKW3S9YxQsCupVa+sl5OYuhNlshpeXN/785/f4ZiQaoNziYDbdeXiFOyL6Ga9wR33iFe6ICOCuJyK6Q/EYxe3DXU9ENCBxLjLXYVEQ0R2Hc5G5Fo9RuKnq6r3QaveImuHnN587DOvj4uKhVk8WOwa5iYqKL+27lq1WK7766gt+fduJOKKgPhkMBvtUKkTupKam2j7NuMXSjZqaapETDWwcUbgptXqy6J+gi4reAgDk5v6fqDmIfi0mRo29e3fDYumGVOqJmBi12JEGNI4oiOiOk5w8Ex4ePZMCenh48CvcTsaiIKI7Dk8IdS3ueiKiOxJPCHUdFgUR3ZEUCiXy8paKHWNQ4K4nIiISxKIgIiJBLAoiIhLEoiAiIkE8mE1E/eIO08sA7jPFzGCYXoYjCiK6I3GKGdfhiIKI+sUdppcBOMWMK3FEQUREggRHFKWlpTf0JPPnz78tYYiIyP0IFkV19fWn7pVIJCwKIqIBTLAoNm7c6KocRETkpniMgoiIBLmkKI4dO4bk5GT7ckdHB8LDw6FWq+3/6urqAAANDQ1ISUlBdHQ0srOzYTKZXBGRiIj6cN2vxx48eBDbtm3D8ePH7d9ZVigUeOCBBzB79mxcunQJkydPhkQi6fXxOp0OCxcudLjt6NGjePjhh7F+/fpr1s/MzER8fDw2bdqEFStWYM2aNVi0aNFNvDQiIrodBEcUmzdvxty5c3H69GmMHTsW06ZNw7Rp0zB69GhUVVXhmWeeQXZ2tuBB7/Xr12PpUsepgHU6HcaOHXvNunV1ddDr9ViwYAEkEglSU1NRWVl5ky+NiIhuB8ERRUlJCd555x3MnDnTfpvNZsOCBQvg6emJWbNmoaamBnFxcX0+R3FxMc6cOeNwm06nQ21tLcrLyyGXy5Geno6UlBQ0NTUhNDQUPj4+AHpGLh0dHejs7IRcLr+V10lERDdJsCguXbqE8ePHO9wmkUjw7rvvwsfHB+fOnbvuJ/7edkmpVCo899xziImJwbFjx/D8889j0qRJsNls8PPzc1hXJpPBaDT2uygCAnz7tT5dy8tLCgAYPnyIyEmIrsXfT9cRLIrY2Fi89tpryMnJQVhYGIYM6fkfIpFIoNPpsHz5cqjV6n5vNDc31/7fYWFhUKvV0Gg0iIyMRFtbm8O6JpMJUqm039u4eLEdVqut34+j/zKbLQCACxeMIichuhZ/P28fDw+J4IdrwaJ4++238cc//hFz587tdWSQkJCAd955p1+BOjs7UVFRgTlz5thva25uhlQqRVhYGBobG2EwGODv74+TJ0/CbDZDoVD0axtERHT7CBbF0KFD8fHHH6O5uRk//vij/VtPSqUScrkc+/fvxyuvvIJNmzbd8AZlMhlKS0vh7++PhIQEVFVV4fjx45gyZQpkMhkSExORn5+PtLQ0rF69GklJSTc1oiAiotvjhmaPDQwMhLe3N7RaLTQaDaqrq9HS0oLg4GDBA9m9kUgkKC4uxpIlS5CXl4cHHngApaWlGDFiBAAgLy8PK1euREFBASIjI5GTk9P/V0VERLeNYFEcOnQIGo0GGo0GP/zwA1QqFaKiotDe3o7y8nJERETc0EZGjBiBnTt32pfHjRuHioqKXteVyWQOxzCIiEhcgkWRkpICiUSC6OhofPzxx4iJiQEA7Ny5E8OGDXNJQCIiEpdgUXzzzTf2EcX8+fMhk8kwfvx4XLlyBSdPnsS9997rqpxERCQSwaIICQlBSEgIXnzxRVy5cgX/+te/oNVqcerUKbz00ksICAhAbGwsli9f7qq8RETkYjd8KVQfHx9MnjwZkyf3XALxzJkz2Lt3L7RardPCERGR+G76mtk/n1393HPP3c48RETkZng9CiIiEsSiICIiQSwKIiISxKIgIiJBLAoiIhLEoiAiIkEsCiIiEsSiICIiQSwKIiISxKIgIiJBLAoiIhLEoiAiIkEsCiIiEsSiICIiQSwKIiISxKIgIiJBLAoiIhLEoiAiIkEsCiIiEsSiICIiQS4pimPHjiE5Odm+bLVaUVhYiOjoaCQnJ6O2ttZ+X0NDA1JSUhAdHY3s7GyYTCZXRCQioj54OnsDOp0OCxcudLitrKwMWq0WVVVVaG5uRlZWFr7++mt4eXkhMzMT8fHx2LRpE1asWIE1a9Zg0aJFzo5p99lnZWhoOOWy7bmz06d7fg5FRW+JnMQ9BAUFIyVlrtgxiFzO6UWxfv16LF26FMuWLbPfVlFRgbS0NCiVSiiVSowcORIHDx7EsGHDoNfrUV5eDolEgtTUVMycOdOlRdHQcAo/1v0HUpnCZdt0V1aLFADwn4afRE4iPoupVewIRKJxelEUFxfjzJkzDredPXsW4eHh9uWgoCDo9Xp0dXUhNDQUPj4+AACFQoGOjg50dnZCLpc7O6qdVKbA/wQ/5rLtkfu7fGqH2BGIROP0opBIJNfcZrVaMWTIEPuyXC6H0WiEzWaDn5+fw7oymQxGo7HfRREQ4HtTeb28pDf1OBr4vLykGD58yPVXJJf4+b3K/yfO5/Si6I1CoYDRaERgYCAAwGQywdfXFwqFAm1tbQ7rmkwmSKX9/+N98WI7rFZbvx9nNlv6/RgaHMxmCy5cMIodg676+b3K/ye3zsNDIvjhWpSvx0ZFRWH//v325cOHD0OlUiEsLAyNjY0wGAwAgJMnT8JsNkOhUIgRk4iIINKI4umnn0ZmZiZUKhXq6+uh1+sRFxcHmUyGxMRE5OfnIy0tDatXr0ZSUtJNjSiIiOj2EGVEMX78eLzxxhsoKSnB7t27sW7dOvuxiby8PAQHB6OgoABBQUHIz88XIyIREV3lkhHFiBEjsHPnTofbpk6diqlTp16zrkwmQ25uritiERHRDeAUHkREJIhFQUREglgUREQkSJRvPRHRzeFcZP/FucgcOXMuMhYF0R2koeEUTv7nGO7x5Vv3f2AFAJjO/UfkJOI7197t1OfnbxvRHeYeX0/MixgqdgxyIxt0LU59fh6jICIiQSwKIiISxKIgIiJBLAoiIhLEg9m/YjC0wmJq5YVqyIHF1AqDgW8XGpw4oiAiIkH8iPQr/v4KXGjr5qVQycHlUzvg768QOwaRKDiiICIiQSwKIiISxKIgIiJBLAoiIhLEoiAiIkEsCiIiEsSiICIiQSwKIiISxKIgIiJBLAoiIhLEoiAiIkEsCiIiEiRqUbz66quYNGkS1Go11Go1Vq5cCavVisLCQkRHRyM5ORm1tbViRiQiGvREnT32yJEj+OqrrxAYGGi/7ZNPPoFWq0VVVRWam5uRlZWFr7/+Gl5eXiImJSIavEQripaWFpjNZoeSAICKigqkpaVBqVRCqVRi5MiROHjwIGJiYkRKSuQ+DIZWXGrvxgZdi9hRyI2ca++G0tDqtOcXrSh0Oh2uXLmChIQEXL58GXFxcVi2bBnOnj2L8PBw+3pBQUHQ6/UuLQpe4a6HtdsEAPDwlImcRHwWUyuAYWLHIBKFaEVhs9kwb948vPTSS7BYLHj11VdRWloKq9WKIUOG2NeTy+UwGo39fv6AAN+byjVqVCi8vKQ39diB5sSJEwCAkJDA66w5GAQiJCQEw4cPuf6qTjRsWAB8On/CvIihouYg97JB14IhwwKc9vspWlFMmTIFU6ZMsS8///zzKC4uhkKhgNFotO+SMplM8PXt/x/9ixfbYbXa+v24GTOe7fdjBqqiorcAANnZr4ucxH1cuND/Dy23k9lsEXX75L7MZstN/356eEgEP1yL9q2n7du3o6mpyb587tw5SKVSREVFYf/+/fbbDx8+DJVKJUZEIiKCiCOKo0eP4ptvvsGyZctw4cIFfPLJJ5g1axYmTJiAzMxMqFQq1NfXQ6/XIy4uTqyYRESDnmhFMX/+fLz++uuYPHkyhg4dipkzZ2LevHnw9PTEG2+8gZKSEnh7e2PdunXw8/MTKyYR0aAnWlHIZDKsWLGi1/umTp2KqVOnujgRERH1hlN4EBGRIBYFEREJYlEQEZEgFgUREQliURARkSAWBRERCWJREBGRIFGvR0FE/XeO04wDANq7rAAAX29+3j3X3o37nPj8LAqiO0hQULDYEdzG+dOnAADD7uHP5D4493eDRUF0B0lJmSt2BLfx8+zGubn/J3KSgY9jNiIiEsSiICIiQSwKIiISxKIgIiJBLAoiIhLEoiAiIkEsCiIiEsSiICIiQTzhjoj6pbp6L7TaPWLHwOmrZ2b/fOKdWOLi4qFWTxY1g7OxKNyUO7wZ3eWNCAyONyP1j7+/v9gRBg0WBfWJb0TqjVo9maU9yEhsNptN7BDOcPFiO6zWAfnSiIhuKw8PCQICfPu+34VZiIjoDsSiICIiQSwKIiIS5LZFodFo8MQTTyAuLg4ffPCB2HGIiAYttyyK5uZmZGVlYfHixdi5cyc0Gg00Go3YsYiIBiW3LIrvvvsOY8eOxeTJk+Ht7Y0XX3wRFRUVYsciIhqU3PI8iqamJoSHh9uXg4KCoNfr+/UcQl/1IiKiG+eWRWG1Wh1O9pLL5Whra+vXc1y61MHzKIiIboCHhwRK5V193u+WRaFUKtHa2mpf7uzshFQq7edz9P2iiYjoxrnlMYqoqCgcOHDAvqzT6XDvvfeKmIiIaPByy6J46KGHcPnyZaxatQr79u1DSUkJkpOTxY5FRDQoue1cT01NTVi+fDlOnDiBJ598Eunp6WJHIiIalNy2KIiIyD245a4nIiJyHywKIiISxKIgIiJBbnkeBYmjqKgIFRUVkMlkkEgkAICOjg54eHhALpcDAMxmM/z9/bFt2zYxoxKRC/FgNvXp73//O5YtW4ZNmzY5TKlCRIMLRxR0DbPZjFWrVuGjjz7C0KFDER4ejvfffx9TpkzBmDFjxI5Hg9gPP/yAOXPm4L777rvmvubmZrzyyiv4/e9/7/JcAx2LghxotVoUFRWhu7sbixcvRklJCbq6unD27FnMmTMHjzzyCF599VWMHj1a7Kg0CHl7e+Puu+9GZWXlNffl5eXB29tbhFQDH4uCAABHjx7Fm2++Cb1ej5dffhlz586FTqcD0PPmfOedd5Ceno6ioiI89dRTeOuttzB79myRU9Ng1NzcjKlTp15z+8WLFxERESFCooGPRUEAgJCQEEybNg2zZs2Cn59fr+vcd999KCkpgUajwYMPPujihEQ9u0UDAwOxffv2a+7Ly8uD2WwWIdXAx6IgAD1Tuc+bNw8ffPABysrKAADd3d1oa2uDWq22rxcTE4O//OUvYsWkQe7nb+M9+uijvd4/fvx4V8YZNPitJ3Lw/vvv4/z581i2bNk19/3tb3+DRqPB2rVrRUhGg5nJZEJZWRm8vLzsZdEXs9mMSZMmcTfUbcQRBTnw8OA5mOR+PD09ERcXB29vb/zzn/9EeHg4VCoVcnNz8eKLLzrsCjWbzRg+fLiIaQceFgU5sNls2LZtG3bs2HHNfSaTCZMmTRIhFQ12np6eePDBB9HV1YUPP/wQn3/+OUaOHAm5XI7Vq1dDJpOhu7vbPvIICAgQO/KAwqIgB2azGdOnT+9z19OuXbtESEXUY9u2bbh8+TLWrFmDwsJCAMC7776LCRMmiJxsYOMxCnLQ3t4OAPD19RU5CZGj5uZmTJ8+HUVFRdiyZQtqa2thsViQm5uL+Ph4+Pj4wGw2w2AwwGQyISQkROzIAwaLgojcXmdnJ2bMmIFHH30Uubm5AHpODt26dSuOHDmClpYWtLe3w2q1AgAWL16MuXPnihl5QGFRENEd4dSpUwgKCuIXLkTAoiAiIkGsZiIiEsSiICIiQSwKol9ob2/Ha6+9hsjISCQmJvZ6Pok7GTVqFBobG8WOQQMci4LoFxYvXoz6+nps2bIFr732GhYtWoSGhganbpN/7MndsSiIrmpsbMQ//vEPFBQUIDQ0FI8//jjGjRuHr7/+WuxoRKJiURBd9f3338PLywtjx4613zZ9+nQEBQXhwoUL+MMf/oAJEyYgOTkZWq3Wvk5nZydycnIwYcIExMbG4v3333d43uLiYsTGxiIqKgpZWVm4fPkyAECtVmPUqFEAgMceewyjRo3Cp59+an/cnj17kJSUhHHjxuGZZ55BfX29M18+UZ9YFERXNTc3Q6lUOnxP/6mnnsK0adOwYMECeHt7Y+vWrZg3bx4yMjJQV1cHACgpKUFtbS2++OILbNiwAZ999pn9ok8ajQZ//etfUVpais8//xxnzpzBpk2bAADffvstDhw4AKBnaooDBw5gzpw5AACj0YisrCw8++yz+O677zBhwgQUFRW58sdBZMe5noiu6u7uhlQqveb2I0eO4N///jc2bNgAX19fjBgxArt27UJ5eTmWLFmCtLQ0vPzyy2hvb8fRo0fh4eGBEydOICIiAjKZDDabDV1dXQgODkZ5ebn9eX85TYqvr6/DBaPkcjm+++47+Pv749ixYzAYDDhx4oRzfwBEfWBREF3l7+8Pg8HgcFt+fj4OHz6MoUOHOvxhDw4Otu8KOn78OAoKCtDe3o6IiAj4+PjYp5KYOHEisrKy8Pbbb+PMmTNQq9XIz89HYGDgdfOsXr0a3377LYKDg3HPPffYn5PI1bjrieiqMWPG4PLlyw7HAk6dOoWkpCT7XEI/O336NFQqFQAgNzcXs2fPxu7du7Fq1SoolUr7eg0NDUhISMDWrVuxY8cOGI1GrFixwmG7EokEv54gobKyElqtFtu3b8fmzZsxa9YsZ7xkohvCoiC6aty4cYiIiEBBQQH0ej2+/PJL6HQ6JCYmYvTo0Vi6dCkaGxvxxRdfYNeuXXjmmWcA9Jx70dXVhbNnz6K4uBhHjhyx/+GvqanB/PnzodPp7Aexu7u7HbYbHByMvXv3orm5GTU1NfbntNlsMBgMOHDgAP70pz9dUyZErsKiILpKIpGgpKQEfn5+mDFjBtatW4fVq1fjN7/5DdauXYuuri5Mnz4dGzZswNq1axEaGgoAWLp0KT799FPMmDEDra2tUKvV+OGHHwD0HAyPj49HRkYGnnjiCXR1dWHhwoUO2y0oKEBZWRkeffRRrFu3DgAwY8YMhIaGIjk5GW+//TaeffZZnD9/HhcuXHDpz4QI4KSARER0HRxREBGRIBYFEREJYlEQEZEgFgUREQliURARkSAWBRERCWJREBGRIBYFEREJ+n8GyK6oKfDI1AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d930f2d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Coastal', ylabel='AQI'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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d2fEuM/MEcXHxXq6s9fD6b3tycjK7du3i2LFjJCUlAdCpUyc+//xznnnmGRYsWIDBYODtt9+u6ZuYMWMGr776KrNnzyY+Pp4nn3zS22WK07Kzs9DqzWh0xnMe0xiD8VRVkZ+fR8eOEed5thANLyur+stLu4u4ojDrNAQadWRnyx7aDcnrQXHttddy+PD5h6uNHDmSkSNHnnO/yWRi+vTp3i5NnEdWdiboz//NTWOoDvLs7CwJCtFocnOzAWh7gY7sM9qaNeRIUDQoWcJDnCU3N6cmEH5LY6wOkLy8nMYsSbRyubk5mPVa/PUX93HV1qwlNzcbVZXBLA1FgkLUqKgox1ZZUTNn4rcUjR6t3kxeXl4jVyZas7y8XNqYLv6jKtSsw2a3yyKWDUiCQtQoLi4GQNH71X6Qzo/i4sJGqkgIyM/LpU0t6zudT5vTe1UUFMgXmoYiQSFqlJRUB4VGVx0UrlPpuE6ln3WMojPXBIoQ3uZ2uykuKa51IcDzsRirj83Pl6BoKBIUokbNhkWnRzy5So/hKj121jGK1kj56eOE8Lbi4iJUVa1fUJw+trBQrnwbigSFqFGzg52m9vV0FK0Bm6wgKxpJ9UrGEFyPoDBoFfwNWoqKCrxVVqsjQSFqOBwOoLrTulYaHVVVbtxudyNVJVqz4uIiAIKN9fuoshg1NSEjLp8EhajhdFYHBUrtbwtF0Z4+VjaHEd5Xc0VhrN/KDEEGDcUSFA1GgkLUcLmcKJraN4YB4HRQnNlkSghvKi4uwt+gRXeBxQB/K8iorRmcIS6fBIWo4XA4UTR1f3M783jN1YcQXlRSUkyQof4fU0FGDXaHQ3ZkbCASFKKG3W6ru38Cajq6ZSMp0RiKiwsvLShOP0euKhqGBIWoUV5eXueIJ6ge9QS/DKUVwptOlZQQWM+ObKhuegIJioYiQSFqFBYVoujqmJUNaE7P2j4zGkUIb3E6nVRUVtZ6RfFTno2f8s5/ZRsoVxQNSoJCAODxeCgsLEDR+9d5XHWQKLJ3tvC6Mx/yQbWMePoxz8aPtQWFXFE0KAkKAVQvHe5yOtCa694+UtFo0ZqCSc84VudxQlyuX+ZQ1H/TMr2metKdXPk2DAkKAcCRI4cA0JrbXvBYjSmUn9OOyKQ74VWFhdUzq+s72e6MYKOm5jXE5ZGgEADs3r0DrTEIjeHC203qAjricNg5dOhAI1QmWquCgnw0yqVdUQCEGDXk50sTaUOoc8uohQsXXtSLTJ06tUGKEb5RUlLMwYMH0LfpeVHHa/3D0Wj1bNmSQmxsnJerE61Vbm4OFrMebT0n250RatZxILMIl8uFXn+BYd+iTnUGxaZNmy74AoqiXDAoDh06xBNPPMGyZcuA6sXnBg0aRHBwcM0xH374IdHR0Zw8eZLp06dz7NgxEhMTee655zCZTBfzZxGXaOPGdaiqB73lios6XtHo0AZFsX3HVu688/cEBp5/RzwhLkdW1gnami4tJADC/HSoqkpOTjadO0c1YGWtT51B8d///veyT5Camspjjz121n379+/n6quv5v333z/n+EceeYRhw4bx8ccf8/LLL/Pmm2/y+OOPX3Yd4vwcDjtr165CF9DhopqdztCHRFNZ8jNr167i5ptv82KFojVyOBzk5ubSI7Lu4dp1aR9Q/fF24kSGBMVl8nofxfvvv8+sWbPOui81NZU+ffqcc2xaWhrp6ek8/PDDKIrCpEmTWL58ubdLbNXWrVtNRUU5htDe9Xqe1hiMLrATK1d+J5PvRIPLyDiGqqp0DLj0JqNQsxajTsOxYz83YGWtk9eDYt68eXTv3v2s+1JTU1m2bBkJCQmMGDGCTz75BIDs7Gyio6MxGqs3zrFYLFRUVMhyEV5SXl7O8uVL0fm3R+t34dFOv2VoG4vDYefbb5d6oTrRmh0+fBAF6Bx06UGhURQiA3UcOri/4QprpepsegLYuXMnS5cu5ciRI5SWlgLVH+A9evTgtttuo6SkhKFDh9a64uj57o+IiOCuu+5i8ODBHDp0iHvuuYdBgwahqipBQWe3d5tMJqxWK2azuV5/sNDQgHod3xotWfIZNpsNv65DL+n5WpMFXXBXVq/+ngkTbqJjx44NXKForQ4e3EvHQD1m/eV9l+0WYmDlsVw8nkrCw8MbqLrWp86gWLx4MbNnz2bgwIH06dOHwMDqNuxTp06xfPlyvvjiC/z8/Hj11VcZMmTIRZ90+vTpNT/HxMSQlJREcnIy8fHxlJWVnXWs3W5Hq63/8LiionI8HrXez2stjh/PYNmy5egtV6A1WS75dYxhcdjKM3n11Td4/PEZdS9RLsRFKCkp4ciRwwyLrHuVgIsRHWJkJeWsWbORUaPGNEB1LZNGo9T55brOoFiwYAHPPvssEyZMqLlPVVUefvhhdDodt956K1u2bKlXSNhsNpYtW8bEiRNr7svLy0Or1RITE0NmZialpaUEBweTkZGBy+XCYrFc9OuLC6uqquLDD99B0Rkxtut7Wa+l0ZvRt+3DgQO72bp1E4MHX/x7QYjz2bFjK6oKvcMuf7RjWz8d7QP0bNu6SYLiMtR5XVdSUkK/fv3Ouk9RFJ577jnWrl3LAw88QFFR/abIm0wmFi5cyMqVK3E4HCxZsoQjR44wYsQITCYTo0ePZubMmezevZs5c+YwduzYS7qiELVbvnwJx4+nY2jXr2Y12MuhD+mO1hzKfz/6UJZMEJdFVVWSk9fTMVBPmN8FW8YvSlyYkfSMY2RlZTbI67VGdQZFYmIif/3rX9m+fTtlZWWoqoqqqiiKQmpqKk888QRJSUn1OqGiKMybN4833niDhIQEPv30UxYuXEinTp0AmDFjBlFRUcyePZvIyEhmzpx56X86cY60tMN8883X6IKi0Ad1bpDXVBQNpo4JOBxO3n77TaqqqhrkdUXrk5Z2mKysTPqHN9zcqb7tzGg1CuvWrW6w12xtFFVVa23ILy4u5oknnmDTpk3nbXsePnw4zz//fJNsGpI+inMVFhYwd+7T2Fxgjhp5wauJyuNrAfCLuu6iXt91Kh17zjauvXYkv//9/Zddr2h93nxzHvtTdzFtYFsM2rr7uz5IrV4Z9v64Nhd83a8Pl3LolIeX/vUGAQEy0OW3LquPok2bNrz33nvk5eVx+PDhmlFPISEhmM1mtm/fzp/+9Cc+/vjjhq1aNDirtYxXXnmJSpsDU9T1DdLk9Ft6S1eqHKWsW7eatm3bMXr07xr8HKLlys3NYfeuHQyJ9L9gSNRXYic/9uQXs27dKm666ZYGfe3W4KIaAcPDwzEYDKSkpJCcnMymTZsoLi4mKiqqXh3ZwjdKS0/xz38+S25eLqZO16A1em/JDWO7OFRXBYsXf4zHU8XYsTd57VyiZVm+fAk6rYZBHS99NnZtwv319GhjZPWq7xg5cky9h9u3dnUGxe7du0lOTiY5OZkDBw4QERFB//79KS8v5/PPPycuThaEa+qys7N49bV/UVhYhKnTUHT+3h1LrigaTBGDsWcrfPnlZ5SXW7n11jtlQIKoU15eLlu3pnB1BzMBl7BH9sUY1tmfd34qZu3aldx4481eOUdLVWdQ3H333SiKQkJCAu+99x6DBw8GYN26dbRtW/+ZvKJxbdu2mQ8+eAe3R8EUOQydX1ijnLemc1tr4Pvvv+XYsaM89NCjBAdbGuX8ovn55puv0CoKSZ0a/mrijIhAPdFtjHy/YjnXXjsKPz/vnaulqTO6v/vuO2bMmIFWq2Xq1KkMGjSIqVOn4nA4yMjIaKQSRX2Vl1t57723eOutN6jSBWHuMqrRQuIMRdFgaj8AU8dBpP38M3+bNeP0+HgZYCDOlpOTxdatmxjY3kSgwbtXniOi/Km0VbJmzfdePU9LU+cVxRVXXMEVV1zBH//4RxwOB9u2bSMlJYXjx4/zwAMPEBoaSmJiIi+99FJj1SvqoKoqmzb9wGeffYTNZsMQ2gtDWB8UxXf7U+mDu6IxhmDL2caCBa8RG9uX3//+Ptq1k+UURLVvvvkKvUYhqdPlz8S+kI4BemJCjaz8fjnXX38Dfn7eP2dLcNEzWoxGI0OHDmXo0Op1gbKysvjhhx9ISUnxWnHi4h06dIAvv/yMY8d+RusXhrnLNZe1NEdD0posmLuMxFWSxv6D+3j66ScZOXI0Y8bcSEDAxS9tLlqe7Owstm/bQlInP/y91DfxW8M6+/PWj8WsWrVClsi/SHXOo2jOWss8iqNHf+arrxZz8OA+tHo/9G1j0QV3bZA1l+o7j+JieFyVOPL34C47jtFoYvTo3zFq1BjMZmkvbo3efvtNdu3YwmMDQ/Gv5wKA9ZlH8VufHjjFyUoNL/3rdXnvcZnzKETTpKoqhw4dYMWKZezbl4pGZ8LYrh/6kG4omqb9T6rR+2GOGExV2ytxFuxl6dL/sWrVCq6//gauu24UQUHBF34R0SIUFhawfftmBnUw1zskLtfQyOoRUBs2rGXMmHGNeu7mqGl/qoizVFVVsWvXDr777htOnMhAozNhCIvD0CYaRdO89gTWGoMxdxpCla0YZ+F+li37mhUrlnPNNcMYNWos4eHtfV2i8LJVq1aACgkRjf+NPiJQT1eLgdWrVzBy5Bh0OvkorIv87TQDlZWVJCevZ82alRQVFaI1BmJsPxB9cBcUTfOen6A1t8EceQ1VjjJcxYfYsGEd69evpV+/qxg1agw9esTI0uUtkM1W/Z6ODTMSbPTNe3hwhB+f7D/Fzp3bSEio35p1rY0ERROWl5fLmjUrSU7egNPpQOsXhikiCV1ghE9HMnmD1hiEtsPVeNr2wVVyhD179/LjjzvpFNmZUSPHMGhQInp987pqErXbtCkZh8PBoI71719oKN1DDIT66Viz5nsJiguQoGhizvQ/rFq1gj17fkRRFLRBnfHr2AOt2Xe/VI1FozdjbNcXQ9veuEqPk5N/hPfff4vFiz/huutGMWLE9dKP0cypqsr6dauICNQTEei78NcoCgPam1h57CgnTmTQuXMXn9XS1ElQNBEul4vt27ewctV3ZJ48Ud3/0PZK9JbuaPStb10aRaPDENINveUKqirysJccZunS/7H826UMTkhi1KixdOoU6esyxSU4cuQQObk5jI/23ppjFyu+nZm1GRVs2LCWP/xhkq/LabIkKHzM4bCzceN6VqxYTmlpCVpT8On+h6gmP4KpMSiKgi6gPbqA9qf7MY6wafMmUlI2EhfXjxtvHE/37j18Xaaoh40b12HSaRpkB7vLZdZr6N3WyNYtKUyceA8mk+9raorkk8hHKisrWbt2FatWfUdFRTlav3aYI4eh9W8vnbe1qO7HGIAa1gdnSRr7DhwgNfVHevbsxY033syVV8bK310TZ7WWsXPnNvqHGRt8KfFLdVV7M3vyS9i+fQtDh47wdTlNkgRFI3O73axfv5qlS7+isrICXUBHzFGDGn0tpuZM0RkxhsViCO2Jq+QYaccO8+9/P09Mr97cMfEeoqK6+LpEUYuUlI243W6u6tB0+pkig/S089ezbu1KrrlmuHzZOA8Jikaiqiq7du1g8eJPKCzMR+cfjl+XpFbRQe0tikaPIbQn+pDuuE4d5UjafubMeYrExCHccstE2rQJ9XWJ4leqqqpYt3YlUcEGwv2bzkePoihc3cHE8p9PkJZ2mB49YnxdUpPTdP61WrDS0lN8+OG77Nmzu3rdI2lialCKRouhTQ/0wV1wFh1ky9bN7Nq1g7vuule+ITYhO3Zso6i4mJFXNp2riTPi2plZd7ySFSuWSVCcR6MMxj906BDjxv0yTd7j8fDCCy+QkJDAuHHj2LdvX81jJ0+e5O677yYhIYFp06Zht9sbo0Sv2b59K0899QSpe/dgbBdfveR3QIcm/+Glqioelw2Powxnyc/NYnlwRWvA2K4vfl3HUKUN4sMP3+GVV/5JSUmJr0tr9TweD8uXfUWYX/VOc02NQVt9VbFnz48cP57u63KaHK8HRWpqKg8//DAVFRU19y1atIiUlBRWrFjBSy+9xLRp03C5XAA88sgjDBw4kC1bthAREcGbb77p7RK9wuPx8MUXn7Jw4Ws4VBPmLjdgCI1pNhPlXKd+RnWVo1Y5cOTuxHXqZ1+XdNE0hgBMnUdgDO/Pvv37mTP3KY4fz/B1Wa3a5s3JZOdkM7yzH5om+iUpIcIPs17Ll19+1iy+GDUmr39qvf/++8yaNeus+5YtW8bkyZMJCQkhJiaGbt26sXPnTtLS0khPT+fhhx9GURQmTZrE8uXLvV1ig3O5nCxY8BorVixDb+mOOeo6r+5T7Q1ua3adt5s6RVEwtOmBOep6Kmwunn9+Dnv2/OjrslqlyspKvvziEzoFGujVtuldTZxh0mkYGmlm//697N6909flNCle76OYN28eWVlZZ92Xk5NDbGxsze3IyEjS09NxOp1ER0djNFa/mSwWCxUVFdhstnpvhl7XkrneVFVVxXPPvcKuXdsxtotH36Znk29mOi/VXfftZkJrsmDqfD2OrGTeeONlZs2aRf/+/X1dVqvyyivvYS23cmffNk32auKMqzv68VO+g08+/oCkpIEEBsp+KdAIQXG+D0mPx3PWP4DZbMZqtaKqKkFBZ3/zNplMWK3WegeFL/ajUFWVDz54m+3bt2MMvwpDm+hGPb84P43ejClyOLYT6/nHs88x/cmnuOKK7r4uq1XYuXM7a9eu5ZpIfzr6cLmOi6VVFMZHB/LuTyX8+9/zePjhx5rnF716utB+FD5pMLdYLFit1prbdrsdjUaDxWKhrKzsrGPtdjtabfNYIXXt2lWkpGzE0La3hEQTo2gNmCKH4kHPa6+/fM77TDS8rKxM3ntvPhGBeoZ1bj5bjnYM0HNdF3927drB9983v6Zvb/BJUPTv35/t27fX3N6zZw8RERHExMSQmZlJaWkpABkZGbhcLiwWiy/KrJeMjGN8/vlH6AI6Ymgbe+EniEan0ZkxRiRhtVp5990FeDweX5fUYpWUFPPKvBfQq1VM7BWMTtO8vpUnRvjRu62RL7/4lO3bt/q6HJ/zSVDcfvvtzJ8/n40bN/L++++Tnp7OkCFDMJlMjB49mpkzZ7J7927mzJnD2LFjm/wVhcvl4u2354PGiKnDoFZxqdpcaU0hGNrFs2/fHn74Yb2vy2mRSktL+fe/nqO87BR3Xxnss/0mLoeiKIzvEUxkkIF33nmz1Q+E8ElQ9OvXj2eeeYYFCxawYcMG3n777Zq+iRkzZhAVFcXs2bOJjIxk5syZviixXpYt+5rc3GwM7Qei6JruqA5RTW/pjs4/nM8//5ji4iJfl9OiFBcX8eILcyjIz+XOXsHNol+iNgatwl29g2ln1vDGG/9m587tF35SC6WoLXTAcGN1ZmdnZzFr1nQ0gZ0xd0zw+vkaS+XxtVRVFtTc1vqF4Rd1nQ8ralgeZzmV6d8T3zeeRx6Z5utyWoQTJzJ45ZV/Yisv4+4rg4kKNnj1fB+kFgNwf5x3l8GxuT18vL+ULKuLO+/8PddfP7rFtRo0yc7slkJVVT766ANQdBjbxfu6HFEPGkMA+tAr+fHHnaSm/uTrcpq9nTu38/xzs/HYyrmvj8XrIaGqKlZHFYWVbnbkVHp1gpxZp+EPsRZ6tjHw6af/ZdGi93C5nF47X1MkQXEZdu/ewaFDB9C37YNGJ+vYNzeG0J5ojUF88uki3O7mOU/E19xuN59++l/mz3+FMCNMibfQIcD7zU07c2wU2z1UuFS+/dnKzhybV89n0CpM7BXMkE5+bNy4jmeffYb8/DyvnrMpkaC4RC6Xi88+/xitKRh9SDdflyMugaJoMYTFk5+Xy/r1a3xdTrOTmXmSv//9aVavXkFCRz/ui7MQaGicjuvDxY46b3uDRlG4vmsgd14ZTH7OSWY/M4Pk5A2tYrkPCYpLlJKygaLCAgxh8c1m/SZxLm1AB7T+4Xyz7Gscjua9AGVjcbvdfPfdN8yd+xTFeVnceWUwo7sFNuoQWNdv+h9/e9ubYkJNTI1vQ3tT9QTb11//NyUlxY12fl+QT7hL4HK5+OabJWj9wtD6t/d1OeIyKIqCsW0fKsqtrFu32tflNHnp6cf4+9yn+PLLz+gerOWhfm2ICW19za4Wk5Y/9LEwqmsA+1J/5Kn/e5x161a32Lk5sh/FJdi1azulpSWYI4e1uNEPrZHWry06/3BWr17JDTf8Do1Gvj/9ltVaxldfLeaHjesIMGq5o1cwvdq2voD4NY2ikNjJn5hQI8t/tvLRRx+Qkryee37/AN26tawlYiQoLsH69WvQGgPlaqIF0VmiOZWVQmrqj8THX+XrcpqM6q1717B0yZfY7ZUMivBjeGd/TDoJ0zPamHXcG2thb4Gd1RknefbZWSQmXsOtt95BSEjL2MFSgqKeysvLSUs7gqHtlS36akKtcmEymRg1ahSrVq3CWeXydUlepQvsiEZr4KefdktQUD389Mcfd7J48cfk5+fT1WJgTK9Q2jWhLUybEkVRiGtnpmcbIz+crGDr1hR27NjK6NE3MmbMOEym5n31Jf/q9XTo0AFAReffwdeleJXqcTFqzCimTJmCqqos/36dr0vyKkXRoPFrx759e31dis8dOXKIL7/4lJ+PphHmp+fu3haiQwwt+otRQzHqNIzsGsiADn6sSbeybNnXbNywhnE33cqwYdei0zXPj9zmWbUP5eXlAKAxWXxbiJcpGj2rVq1CVVVWr16Nomne34guhsZoobhwH263u9n+Ql+OEyeO8/VXn7Mn9ScCjVpu7B5Iv/ZmtBIQ9RZi0nJ7LwsJZU7WZFTw8ccfsmrlcm6eMJFBgxKbXT9Y6/ttuExlZWUoGh2KpmX/1SlaPfbKUyxbtgwArV/L38BFOT1p0mq1EhIS4uNqGk9ubg5ff/0FO3ZsxaTTcF2XAAZ19MOglYC4XJFBBu7ro+fnEidrj5fyzjvz+Xb5Em659Q769RvQbK7SWvannRcYDHpU1YOqemT+REvjqZ6drde3jl+LwsICli79is2bf0CvUbgm0p/ECD/MenlfNyRFUYhuY6RbiIEDhQ7WnyjgjTfm0SWqC7fcege9e8c1+cBoHb8RDSg0NAxUD6qrEsXgm+1WhXd4XBUYDEb8/Vv2v2tp6SmWL1/Chg1rUVQPgzqYGRLpR0AjzapurTSKQmyYiV5tjezJs/PDyUxefvlFoqN7cOutd9KjR4yvS6yVBEU9de9evXOduzxHdrFrQVRVxVORQ8/oHk3+292lKi8vZ8WKZaxZ8z1Vbjf9wk0M7ezfLPeLaM60ikL/9mbi2pnYnWvjh+NHeeGFufSJjeOWW+8gKqqrr0s8hwRFPUVERNK+fUcKSjPQh3RvsR8qrU2VrZAqZzmDrh7s61IanNPpZO3alXy7fAk2m43YMBPDo4IINcuvvy/pNApXd/QjPtzM9uxKNh3ez5w5TzFo0GBuueUOwsLa+brEGvJOqSdFURg1agyLFr2H25qFPqiTr0sSl0lVVZwFewgIDGLgwJazp4jH42Hr1k3878tPKTl1iug2Rq7r1Yb2/s13M6GWyKBVGBLpz4AOZjZlVrJ15zZ27tzOtdeO4qabJjSJplAJiktwzTXDWbV6BQUFP6HzD0fRyi9ec+YuzaCqspDb7pvS7CdGnXH06M98+smHHEs/RsdAPTf1CaGrxbt7RIjLc2bE2cAOZjacqGDNmhVs3vwDt9wykaFDr/XpltAyvOESaLVa7vvjZDyuSuw521vFMsMtVZWjFEfeLqKjezJkyDBfl3PZKirK+c9/3uXZZ2dRkH2cm3sEMbmvhERzEmTUclN0EA/GtyFM5+K///2Av//9aTIyjvmsJp8GxV/+8hcGDRpEUlISSUlJvPrqq3g8Hl544QUSEhIYN24c+/bt82WJterRI4bbbrsDt/UkzqIDvi5HXAKP244jKwV/fz8eeujRZjcJ6rd27drOU//3OMk/rGNwhB9/7t+G+HAzGulHa5baB+j5Yx8Lt8UEU5KXyd///jc+++y/OJ2Nv7ueT5ue9u7dyzfffEN4eHjNfR9++CEpKSmsWLGCvLw8Hn30Ub799lv0+qbXvHPDDb/j5MkTbN26CUVjkFFQzYha5cR+ciOKx84jf/4/LJbmO8HObrfz6aeLSE7eQIcAPXfFt2mUXeaE9ymnh9R2DzGwJqOcVatWsH9fKg9OfYROnTo3Wh0++wpVXFyMy+U6KyQAli1bxuTJkwkJCSEmJoZu3bqxc+dOH1VZN41GwwMPPEh8fH8cebtwFqf5uiRxEVS3A9vJjajOMh59ZBrR0T19XdIlKyjI5x9/f5qU5A1cE+nP5L4hrSIkHG4PJpOJm266CZPJhMPdMveBOMOk03Bj9yDu6W2htDCXuXOfZtu2zY12fp8FRWpqKg6Hg+HDh3P11Vczbdo0ysvLycnJITY2tua4yMhI0tPTfVXmBel0Oh566FH6ng4LR+F+6bNowjyuSmwn14GrlD/96TFiY/v6uqRLduzYz/x97lOUFOZxb6yF67oEoG3EXeZ8ye5WGTWqetHKkSNHYne3jt+56DZGpvZrQ0d/DW+99QbLli1plPP6rOlJVVXuv/9+HnjgAaqqqvjLX/7CwoUL8Xg8BAb+sq6Q2WzGarXW+/VDQxt3SNnsZ/7Ga6+9xvr161FdlRjbX9W8l/hQdHXfboaq7CU4slLQa6qYNXcuffr08XVJlyw9PZ15L7+AQXVyf19Lq5sTYdIpZy1aadG1joAECDBo+EOshW/Syvj668UEB/tx6623evWcPnt3jRgxghEjRtTcvueee5g3bx4WiwWr1VrTJGW32wkIqP+HflFROZ5G3EcX4J57JmEyBbBixTI8rnLMEUko2uY52kQX2JGqipyzbjdnbmsW9uwtBAUG8thjT9C+fRcKCur/BaQpqKgoZ9bf/oa2yskf4yxYTK1vZrVRp8FeYa9ZtNIY3PKb235Np1G4uUcQVR6VDz/8kICAEPr3H3jJr6fRKHV+ufbZV97Vq1eTnZ1dczs3NxetVkv//v3Zvn17zf179uwhIiLCFyXWm0aj4fbb7+KBBx5EtRViO76aKvspX5d1SfSW7ij6ABStEWP7AegtzXNrR1VVcRTsw5aZTOfISGbN+gdRUV18XdZl+eyzjygrK+XOXkGtMiRENY2iMKFnMO0D9Cz6z7tUVJR771xee+UL2L9/Py+99BJWq5Vjx47x4YcfMmbMGG6//Xbmz5/Pxo0bef/990lPT2fIkCG+KvOSDBkyjBkz/oa/UYPt+BpcpRm+LqneFEVBozejMQZhaKZLlahVTuyZyTgL95GQkMSMGbOa/fLhJSUlbN78A4M6+tExsHV9ixbn0mkUxnUPpMxqZdOmZK+dx2dBMXXqVBRFYejQoUyZMoUbb7yR+++/n379+vHMM8+wYMECNmzYwNtvv01QUJCvyrxk3bv3YM6c5+l2xRXYs7diz9mBenoZa+F9VbYibBmr8FTmcs89f2TKlIcxGo2+Luuy7d69A1WFq9qbfV2KaCIiAvV0CNCzc8dWr53DZ30UJpOJl19++byPjRw5kpEjRzZyRQ0vONjCk08+zddff1Hdb2EvwtgxEa2x+QVfc6GqKq7iIzgL9mCxhPDQQ3+le/cevi6rwZSWnkIBQs3S5CR+EWrWkl92ymuv37qGSviATqfj9tvvomfPXrzzznwqM1ZhaBeP3tKtWTbnNGUelw1HzjbcFbn06zeABx74/5rEgmoNyWg0oQIVLpUAg7x/RLUKlweDv/eumJvx+M3mJS4unrlzX6RXTAyO3J3YM5PxuO2+LqvFcJVlYsv4HpxF3Hvv/fz5z/+vxYUEQGxs9ZDefQXy3hHVSh1VnCh1EdvHe3OCJCgaUUhICNOmzeCuu+5FtedjS1+Bq/S4TNC7DKrbgS1rC/asFCI6dmDO7OcYMWJki71a69y5CzE9e7HhRAWljipflyN8TFVVvv3ZikanY/jw6712HgmKRqbRaBg5cgyzn3mOzp0isGdvwZ61CY/L5uvSmhVVVXGVnaQyYwWe8pPcfPNt/O3puXTo0DyGUl8qRVH4432TUTU6/ruvlHKnhEVrpaoq3x21cqTYwa233kG7duEXftIlkqDwkYiITjz11Bxuv/0uVFsutvTvcBanoaote82ahuBxVWDPTMaetYmI9uHMmvUsN910Czpd6+hyCw/vwGP/bzplLvgg9RS5FS5flyQamaPKw9dHytiRY2P06BsZOXKMV8+nqC203cMXM7MvVV5eDosWfcDBg/vQmkMxhl+F1tzG12VReXwtAH5R1/m4kmqqWoWz+Aiuwv3odVpuvvk2Ro4c7dMNXXwpLe0wb745j8pyKzd0DeCqDq1nSfGP9pXwc8kvy213DzHw+9jmPUfmYuWUu/jfYStFlS7G33wb48ZNuOym1gvNzJagaCJUVWXbti188ukiyq1l6IK7YmwXh0bnu/HyTSUoVFWlqjwbZ8FPVDmsxMdfxT33/JHQ0LY+raspKCsr5Z2332T/gX10CjQwtltAq5iItyO7km+P/rIEy++6BTKwo58PK/I+m8vDuuPl7My1ERgYxIMPPkKvXr0b5LUlKJoZm62SZcuWsGrVClA06NpciaFNNIqm8ZtVmkJQVNlP4cz/CXdFLuHhHbj77j/Qx4ujO5ojVVXZsiWFxZ9/hNVqpU87E0Mj/Wnr13Kb4lRV5fWdhTiqVIZHBTCgvbnFDmBwVHnYkW1jc5YNm9vDtdeOYsKE2/Dz82+wc0hQNFN5eTl8+ulHpKb+iFbvh75tLLrgLo26Iq0vg8LjqsBRsBd3aQYmk5kJE25jxIiRraYf4lJUVlayfPkS1q5didvtok+YiSGd/Gnn3zL/zj5ILQbg/jjfN9N6g93tYWdOdUBUuqqI7d2H226/i86duzT4uSQomrlDhw6wePEnZGQcQ2sKRt+2D7qAiEb59uSLoPC47TiLDuI+9TMajcLI629g7Njxl7SCcGtVWlrK998vZ926VbhcLrqFGEjo6Ee3EEOL6sNoqUFRZHOzLbuSn/IcOKs89O7dh/Hjb/XqCgMSFC2Aqqrs2rWdL7/8nPz8XLTmNhjaxqL17+DVwGjMoFCrnDiLDuEqOQJqFYMHD2HChNulH+IylJWVsXHjOtatXUlpWSmhfnquCjfSt50Zf0PzH/DYkoKiyqNypNjBrlwbR0ucaLRarr56MKNGjSEqqqvXzy9B0YJUVVWxeXMyS5d+RXFxIVpzWwxhsWj9wr0SGI0RFGqVE2fxEdwlR/BUORk4MIGbb761xc+HaExut5sdO7aybt0qjh79Ga2iEBNqoH97M10tzfcqoyUERZHNzU95dn7Kt2N1VGEJDuaaodcyfPj1jbrSsQRFC+R2u0lJ2cjSpV9RWlqC1i8MQ9veDR4Y3gyK3wZEfPxVTJhwO5GRjbdhfGuUlZXJxo3r2LzpByptlQSZdMS1NdA33ExYM+v8bq5BYXN52F9oZ0++g5NlThRFIa5PPEOHXUtcXLxPhntLULRgLpeL5OQNLFu25FeBEYvOv2FmaHojKNQqF87iw2cFxPjxtzTK5bX4hcvl5KefdrN5UzJ79/2Ex6PSMUBPn3ZGerc1EWRs+nNTmlNQuDwqacUO9ubbSStx4vaodOzQkaQhw0hISCIkxLd/BgmKVuC3gaHza4c+LBadX7vLet2GDArV48JZnIa75DAet4P4+P6MH3+rBEQTUFpayrZtm9i6JYWM4xkoQBeLgT5hJnqFGjHrm2Z/RlMPiipVJeOUk70Fdg4WOXG4PQQFBnL1oEQSE68hKqprkxnSK0HRirhcTjZuXM+yZUuwWkvR+YdjCItDaw69tNc7lQ6A3nLpH+aqpwpXSRqu4kN43Hb6xMVz8/jb6Nr1ikt+TeE9OTnZbNu2ma1bUsgvyEerKHQLMRAbZqRnqBGjtumExk951eujxYc3nU2cPKrKyTIX+wrsHChyUuGswmQ0ctWAQSQkJBETc2WTXElAgqIVcjqdbNiwhmXLl1JRbkUXGIkxrA+aRtwwSVU9uEszcBXtp8pZwZVXxjJhwkS6dWuee2+3NqqqkpGRzvbtW9i+bRMlp06h12qIDtETG2Yiuo0RvaZpfBv2NVVVySl3s6/Azv4iJ6V2N3qdjr7xVzFo0GD69InHYDD4usw6SVC0YjabjZUrv+X777/F6XKiD+6GsV0fFK13twR1V+TizP+RKnspUVFXMHHiXQ221IBofB6Ph59/PsL27VvYsX0r1nIrRp2GmDYGYsNMXBFiQNtEmlAaU0Glm735dvYXOSiqdKPVaontHceghET69u2P2dx0rnQupNkGRXJyMv/4xz+oqKjg3nvv5cEHH6zX8yUoflFWVso333zF+vVrUbR69G37oLdc0eCzvD2uChx5P+K2ZhLaNow7Jt7NVVdd3WTaYcXlq6qq4tChA2zbtpldO7dhs9vxN2jpHWqgTzsTnQL1Lfrfu8xRxd4CO3sLHOSWu1AUhZiYKxk0KJH+/Qc224mhzTIo8vLyGD16NK+++ioJCQk88MADPPjgg1xzzTUX/RoSFOfKzDzBRx99yJEjh9Ca22DsMAitMfiyX1dVPdX7VBfuQ6tVGHfjBEaPHote37Qvt8Xlcblc7N37E1u2bGLPnt243W7amHXEhRnpG24mxNT02uIvhaPKw8FCB3vy7WSccqICXbp0ZfDgIQwcmIDF0vxXrW2WQfHxxx+zcuVKFi1aBMDq1atZvXo1//znPy/6NSQozk9VVbZv38JHH/+HyspKDG37oG/T45KvLjzOcuw526iqLCA+vj/33HOfzKZuhWy2Snbv3snmzckcOrgfFYgKNtC3nYneYU2rE/xiqKpKRqmLn/JsHCxy4qzyENa2LYlJw0hISCQ8vIOvS2xQFwqKJjnDJjs7m9jY2JrbkZGRpKen+7CilkNRFAYNSqRXr958+OG7/PTTLtwVOZgjEuvdd+GyZuLI2YZBp+W+SVNJTLymRTc7iNqZzX4kJQ0lKWkoRUWFbNmSQkrKBr5Jy2dluoY+bY1c1cFMh4CmvQR6hcvDnjwbu/IcFFW6MBmNDEqs/nNFR/dste/vJhkUHo+H4OBfmkTMZjNlZWX1eo260lFAWFggc+c+w6pVq1iwYCG242swRVxzUSOjVFXFWXwIZ/4eunXvzv/NnEm7dpc3Z0O0HGFhgcTEdOW++37PgQMHWLlyJSkpKezMLSYi0MCgjiaubGtC14RGTWVbXWzNrmR/oYMqj0qvmBj+MGYMiYmJmEwmX5fnc00yKEJCQjh16lTNbZvNVu+xx9L0dHH690/kiSfa8PrrL2M7sQZT5LVoTZZaj1dVFUf+j7iKjzBg4CAmT3oIRTFQUGCt9Tmi9WrXrjP33juFW265i82bU1i/bhVfHc5ldUYFA9ubGdDBjJ+PJvR5VJVDRQ62Ztk4UebEZDQyfMQohg+/joiITgBYrS6s1pa/1Wyz7KPYuXMnL774Il988QUAixcvZtWqVbz77rsX/RoSFPWTn5/HCy/MpazCjrnzdWgM53/TOAr24Szcx/XX38Cdd96LRtO82p6Fb3k8Hvbv38uqVd+xf/9ejDoNAzuYGBzhj38jBUaVqrK/wM4PJysprHTTNrQtI0eNYciQYZjNLXuXvNo0y6BQVZUbb7yRG264gQEDBvDUU0/x2GOPMX78+It+DQmK+svKyuT55+fgqNJi7jLqnF31XGUnsGdtJjHxGh544EEJCXFZMjNPsGzZEnbu2IpOqyGho5khnfww6rzzvlJVlYNFDtYer6Co0k1ExwjG3XQLAwYMavXv5WYZFFDdof3SSy9x7NgxbrzxRqZMmVKv50tQXJqDB/fz0kvPog+JxtT+qpr7PS4btowVREV2ZubMWbLTnGgw2dlZfPPNV2zfvoUAo5ZrO/sTH25q0OXPs8tdrDxWzvFSJx07dGTCLXfQr99VrT4gzmi2QXG5JCgu3Sef/Ic1a1bi12UUWnP1gmu2rM1QmcOcOc/ToUNHH1coWqKjR3/ms88WcfToz3QONjA+OpBQ8+V9IXFVqaw/Uc6WrEoC/AOYcMsdXHPN8Ca53pIvSVCIerPZKnn88Udw69ti7pSEx2ml4uh3jBlzI7fffpevyxMtmKqqbNr0A59+8h9cTgc3XBHAgPbmSxqWmlfh4otDZRRWuhk6dAQTJ96Nn5+/F6pu/prlPArhW2azH9ddN5Jvv/0Gj6sCZ8nPaLUaRo4c7evSRAunKApDhgyjd+84PvjgLb7dl0qW1cXvugfVaxHCfQV2lqZZ8fMP4PHH/0Tv3n28WHXLJw104rwSE4cC4Dp1DE95Fr1j41rEUgWieQgJCeGxx55k3LgJ/JRn55P9p3BWXVwLwZasCr48VEqXrt2ZPecFCYkGIEEhzqtDh46Eh3fAWbifKmc5/fsN8HVJopXRaDRMmHA7U6Y8TEapi4/2n8J1gbDYnFnBymPlXHXVQJ548mmCgy2NU2wLJ30Uolb5+XmcPHkcnU5P7959ZKST8Jlt2zbz1ltv0CfMxC09g87bZ3GoyM7nB0rpf9XVTJ36iHRY14P0UYhL1q5dOO3aNcz+20JcjkGDEsnPz+frrxfTJVjPVR3OnhhX6qji6yNWoqK6MGXKwxISDUyanoQQzcKNN44npmcvVmVUYHVWnfXYd0eteBQtUx/6S5PfTa45kqAQQjQLiqLwx/sm4/KorMsoJ6fcRU65i/0Fdg4XObjpplvkCthLpOlJCNFshId3IDFxKCkpG/kxz15zf2BAANdff4MPK2vZpDNbCNGs2Gw2Dh8+wK8/ujp0iKB9+5a1mVBjkpnZQggh6nShoJA+CiGEEHWSoBBCCFEnCQohhBB1kqAQQghRJwkKIYQQdZKgEEIIUacWO+FOU4+164UQojW70Odli51HIYQQomFI05MQQog6SVAIIYSokwSFEEKIOklQCCGEqJMEhRBCiDpJUAghhKiTBIUQQog6tdgJd6L+XnzxRZYtW4bJZEJRqifgVFRUoNFoMJvNALhcLoKDg1m6dKkvSxVCNCKZcCdq9b///Y+5c+fy8ccfExsb6+tyhBA+IlcU4hwul4vXXnuNd999lzZt2hAbG8sbb7zBiBEj6N27t6/LE63YgQMHmDhxIl26dDnnsby8PP70pz9x3333NXpdLZ0EhThLSkoKL774Im63m6eeeooFCxbgdDrJyclh4sSJXHPNNfzlL3+hV69evi5VtEIGg4F27dqxfPnycx6bMWMGBoPBB1W1fBIUAoD9+/czZ84c0tPTefDBB/nDH/5AamoqUP3L+eyzzzJlyhRefPFFbrnlFv7+979z2223+bhq0Rrl5eUxcuTIc+4vKioiLi7OBxW1fBIUAoArrriCMWPGcOuttxIUFHTeY7p06cKCBQtITk7myiuvbOQKhahuFg0PD2f16tXnPDZjxgxcLpcPqmr5JCgEAGazmfvvv5+33nqLRYsWAeB2uykrKyMpKanmuMGDB/Ovf/3LV2WKVu7MaLxrr732vI/369evMctpNWTUkzjLG2+8QX5+PnPnzj3nsU8//ZTk5GTmz5/vg8pEa2a321m0aBF6vb4mLGrjcrkYNGiQNEM1ILmiEGfRaGQOpmh6dDodQ4YMwWAwsGrVKmJjY4mIiGD69On88Y9/PKsp1OVyERYW5sNqWx4JCnEWVVVZunQpa9euPecxu93OoEGDfFCVaO10Oh1XXnklTqeTd955hy+//JJu3bphNpt5/fXXMZlMuN3umiuP0NBQX5fcokhQiLO4XC7Gjx9fa9PT+vXrfVCVENWWLl1KZWUlb775Ji+88AIAzz33HAMGDPBxZS2b9FGIs5SXlwMQEBDg40qEOFteXh7jx4/nxRdf5IsvvmDfvn1UVVUxffp0hg0bhtFoxOVyUVpait1u54orrvB1yS2GBIUQosmz2WzcfPPNXHvttUyfPh2onhy6ZMkS9u7dS3FxMeXl5Xg8HgCeeuop/vCHP/iy5BZFgkII0SwcP36cyMhIGXDhAxIUQggh6iTRLIQQok4SFEIIIeokQSHEr5SXl/PXv/6V+Ph4Ro8efd75JE1Jz549yczM9HUZooWToBDiV5566imOHj3KF198wV//+lcef/xxTp486dVzyoe9aOokKIQ4LTMzk++//57Zs2cTHR3N9ddfT9++ffn22299XZoQPiVBIcRpu3btQq/X06dPn5r7xo8fT2RkJAUFBfz5z39mwIABjBs3jpSUlJpjbDYbTz75JAMGDCAxMZE33njjrNedN28eiYmJ9O/fn0cffZTKykoAkpKS6NmzJwDXXXcdPXv25KOPPqp53saNGxk7dix9+/bljjvu4OjRo9784wtRKwkKIU7Ly8sjJCTkrHH6t9xyC2PGjOHhhx/GYDCwZMkS7r//fh566CHS0tIAWLBgAfv27eOrr77igw8+4JNPPqnZ9Ck5OZn//Oc/LFy4kC+//JKsrCw+/vhjAFauXMmOHTuA6qUpduzYwcSJEwGwWq08+uij3HnnnaxZs4YBAwbw4osvNuZfhxA1ZK0nIU5zu91otdpz7t+7dy8HDx7kgw8+ICAggE6dOrF+/Xo+//xznn76aSZPnsyDDz5IeXk5+/fvR6PRcOzYMeLi4jCZTKiqitPpJCoqis8//7zmdX+9TEpAQMBZG0aZzWbWrFlDcHAwhw4dorS0lGPHjnn3L0CIWkhQCHFacHAwpaWlZ903c+ZM9uzZQ5s2bc76YI+KiqppCjpy5AizZ8+mvLycuLg4jEZjzVISAwcO5NFHH+Uf//gHWVlZJCUlMXPmTMLDwy9Yz+uvv87KlSuJioqiffv2Na8pRGOTpichTuvduzeVlZVn9QUcP36csWPH1qwldMaJEyeIiIgAYPr06dx2221s2LCB1157jZCQkJrjTp48yfDhw1myZAlr167FarXy8ssvn3VeRVH47QIJy5cvJyUlhdWrV7N48WJuvfVWb/yRhbgoEhRCnNa3b1/i4uKYPXs26enpfP3116SmpjJ69Gh69erFrFmzyMzM5KuvvmL9+vXccccdQPXcC6fTSU5ODvPmzWPv3r01H/xbtmxh6tSppKam1nRiu93us84bFRXFDz/8QF5eHlu2bKl5TVVVKS0tZceOHTz//PPnhIkQjUWCQojTFEVhwYIFBAUFcfPNN/P222/z+uuv0717d+bPn4/T6WT8+PF88MEHzJ8/n+joaABmzZrFRx99xM0338ypU6dISkriwIEDQHVn+LBhw3jooYe44YYbcDqdPPbYY2edd/bs2SxatIhrr72Wt99+G4Cbb76Z6Ohoxo0bxz/+8Q/uvPNO8vPzKSgoaNS/EyFAFgUUQghxAXJFIYQQok4SFEIIIeokQSGEEKJOEhRCCCHqJEEhhBCiThIUQggh6iRBIYQQok4SFEIIIer0/wMpbt/mqYKHUwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制小提琴图\n",
    "sns.violinplot(x='Coastal',y='AQI',data=data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5be48c83",
   "metadata": {},
   "source": [
    "从上面的图形中，我们只能得出在样本中的沿海城市空气质量指数比内陆地区的好，但不能判定在整体上也是一样的。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ede6848d",
   "metadata": {},
   "source": [
    "## 两独立样本t检验"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bb36f69",
   "metadata": {},
   "source": [
    "为了检验两个样本背后的总体均值是否相等或者差异是否显著，我们利用两独立样本t检验，来查看临海城市和内陆城市的均值差异是否显著。  \n",
    "两独立样本t检验的前提条件：  \n",
    "+ 样本观测值之间相互独立；  \n",
    "+ 两个变量服从正态分布。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79e43d3c",
   "metadata": {},
   "source": [
    "### 观测值独立"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e80e3dbc",
   "metadata": {},
   "source": [
    "很明显一个城市的空气质量，对另一个城市的空气质量是没有任何影响的，所以他们之间相互独立。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11a0cbfb",
   "metadata": {},
   "source": [
    "### 正态分布检验"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57faa745",
   "metadata": {},
   "source": [
    "正态分布检验的方法：  \n",
    "+ 绘制数据的分布图\n",
    "+ 绘制pp图和qq图\n",
    "+ 使用假设检验"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06a8aef2",
   "metadata": {},
   "source": [
    "#### 正态分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1b351573",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coastal=data[data['Coastal']=='是']['AQI']\n",
    "inland=data[data['Coastal']=='否']['AQI']\n",
    "\n",
    "fig,ax=plt.subplots(1,2)\n",
    "fig.set_size_inches(15,5)\n",
    "sns.distplot(coastal,ax=ax[0])\n",
    "sns.distplot(inland,ax=ax[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e33ce18e",
   "metadata": {},
   "source": [
    "从图的显示结果来看，两个图明显呈现右偏分布，及存在个别的极大值。分布图显示的结果只能看出个大概，为了描述的更加清楚，\n",
    "我们绘制pp图和qq图来再次验证。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63909a29",
   "metadata": {},
   "source": [
    "#### PP图和QQ图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20b1b715",
   "metadata": {},
   "source": [
    "pp图和qq图本质上是相同的，用于检验样本的分布是否符合某个分布（默认为正态分布）\n",
    "\n",
    "pp图：通过累计概率密度检测  \n",
    "qq图：通过分布百分比对应的数值检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c2bc1b10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "from scipy import stats\n",
    "\n",
    "def plot_qq_pp(data):\n",
    "    fig,ax=plt.subplots(1,2)\n",
    "    fig.set_size_inches(15,5)\n",
    "    scale_data=(data-data.mean())/data.std()\n",
    "#     创建ProPlot对象，用于绘制pp图和qq图\n",
    "    p=sm.ProbPlot(data=scale_data,dist=stats.norm)\n",
    "    p.ppplot(line='45',ax=ax[0])\n",
    "    ax[0].set_title('PP图')\n",
    "    p.qqplot(line='45',ax=ax[1])\n",
    "    ax[1].set_title('QQ图')\n",
    "    plt.show()\n",
    "    \n",
    "# 沿海城市PP图和QQ图\n",
    "plot_qq_pp(coastal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "6652e736",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 内陆城市PP图和QQ图\n",
    "plot_qq_pp(inland)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fab25ef",
   "metadata": {},
   "source": [
    "总以上的四个图的结果来看，样本额观测值与实际的分布相差很大，即两者并不服从正态分布"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f27427e1",
   "metadata": {},
   "source": [
    "#### 假设检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "a50f6040",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NormaltestResult(statistic=21.143187601170315, pvalue=2.5633927252643683e-05)\n",
      "NormaltestResult(statistic=65.6003801833269, pvalue=5.689294797274208e-15)\n"
     ]
    }
   ],
   "source": [
    "# 我们使用假设检验来验证一组观测值是否来自正态分布的总体\n",
    "# 原假设：观测值来自于正态分布的总体\n",
    "# 备择假设：观测值并非来自正态分布的总体\n",
    "print(stats.normaltest(coastal))\n",
    "print(stats.normaltest(inland))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c154b3a5",
   "metadata": {},
   "source": [
    "由上面的结果可以看出，p值达到了10的负15次方，即p值很小，所以拒绝原假设，支持备择假设，即观测值并非来自整套分布的总体  \n",
    "经过一系列的正态检验，我们得出两个样本背后的整体并不都是服从正态分布，所以我们不能用两独立样本t检验。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47ec2a6d",
   "metadata": {},
   "source": [
    "### 非正态总体检验\n",
    "\n",
    "当总体并非正态分布时，采用如下方式：使用非参数检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "3b1e7124",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MannwhitneyuResult(statistic=7107.5, pvalue=0.00015574519784680236)\n",
      "RanksumsResult(statistic=-3.606004685937161, pvalue=0.00031094752310610824)\n"
     ]
    }
   ],
   "source": [
    "# 曼-惠特尼检验。应该仅在样本容量>20时使用\n",
    "# 原假设：两个样本服从相同的分布\n",
    "# 备择假设：两个样本富服从不同的分布\n",
    "print(stats.mannwhitneyu(coastal,inland))\n",
    "# 威尔科克森秩和检验\n",
    "# 原假设：两个样本服从相同的分布\n",
    "# 备择假设：两个样本服从不同的分布\n",
    "print(stats.ranksums(coastal,inland))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "796d7b95",
   "metadata": {},
   "source": [
    "从以上的结果可以看出，p值非常接近0，所以拒绝原假设，服从备择假设，即来个样本服从不同的分布，所以其均值是不相同的，所以临海城市和内陆城市是存在差异性的。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66618f34",
   "metadata": {},
   "source": [
    "## 空气质量主要受哪些因素影响"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9aeeb92",
   "metadata": {},
   "source": [
    "### 散点图矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "d237faef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x25b97a65d90>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data,vars=['AQI','PopulationDensity','GreenCoverageRate'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "2e77b8b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "协方差： -10098.209013903044\n",
      "相关系数： -0.4018440700301392\n"
     ]
    }
   ],
   "source": [
    "# 计算空气质量和降水量之间的相关系数\n",
    "x=data['AQI']\n",
    "y=data['Precipitation']\n",
    "# 计算AQI和Precipitation之间的相关系数\n",
    "a=(x-x.mean())*(y-y.mean())\n",
    "cov=np.sum(a)/(len(a)-1)\n",
    "print(\"协方差：\",cov)\n",
    "# 计算AQI和Precipitation之间的相关系数\n",
    "corr=cov/np.sqrt(x.var()*y.var())\n",
    "print('相关系数：',corr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "96070e47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "协方差: -10098.209013903044\n",
      "相关系数： -0.40184407003013917\n"
     ]
    }
   ],
   "source": [
    "print('协方差:',x.cov(y))\n",
    "print('相关系数：',x.corr(y))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "931d8ae3",
   "metadata": {},
   "source": [
    "### 各个字段的相关热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "3de00a96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "ax=sns.heatmap(data.corr(),cmap=plt.cm.RdGy_r,annot=True,fmt='.2f')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7d76d94",
   "metadata": {},
   "source": [
    "从相关性的热力图来看，南方城市比北方城市的空气质量好，从第一列可以看出，维度与AQI的相关性的最强，即维度越低，空气质量越好。还可以看出，空气质量指数还受降雨量(-0.40)的影响，即降雨量越多，空气质量指数越好。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "107c02d9",
   "metadata": {},
   "source": [
    "## 关于空气质量的验证"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d64c063",
   "metadata": {},
   "source": [
    "江湖传闻，全国所有城市的空气质量指数均值在71左右，请问，这个消息可靠吗？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "85471b1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "75.3343653250774"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 城市平均空气质量指数\n",
    "data['AQI'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1300ed7",
   "metadata": {},
   "source": [
    "该需求是要验证样本均值是否等于总体均值，根据场景，我们可以使用单样本t检验，置信度为95%。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "049d8058",
   "metadata": {},
   "outputs": [],
   "source": [
    "r=stats.ttest_1samp(data['AQI'],71)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "7d390c7d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t值： 1.8117630617496872\n",
      "p值： 0.07095431526986647\n"
     ]
    }
   ],
   "source": [
    "print(\"t值：\",r.statistic)\n",
    "print(\"p值：\",r.pvalue)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e42863f",
   "metadata": {},
   "source": [
    "c从图中得出，p值大于0.05，所以我们无法拒绝原假设，所以，江湖传闻是真的，即全国空气质量指数均值在71左右。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0733c159",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "732487f6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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